no code implementations • 25 Jul 2023 • Oualid Zari, Javier Parra-Arnau, Ayşe Ünsal, Melek Önen
Furthermore, we examine the application of differential privacy (DP) mechanisms to mitigate the impact of our proposed attack, we analyze the trade-off between privacy preservation and model utility.
1 code implementation • 4 Mar 2021 • Dominik Wunderlich, Daniel Bernau, Francesco Aldà, Javier Parra-Arnau, Thorsten Strufe
This work investigates the privacy-utility trade-off in hierarchical text classification with differential privacy guarantees, and identifies neural network architectures that offer superior trade-offs.